"The keys are in my pocket!" Mark yelled at the tow truck driver, but the driver just ignored him. Mark had just been inside for five minutes to get a cup of coffee. Five minutes! He hadn't seen the sign. Now, the tow truck was halfway down the block.

He’d worked his entire life, saving and planning, to get to where he was. The car, the house, were symbols of his accomplishments, of his efforts to accumulate. He'd never been in this situation before.

At the impound lot, he felt a knot of resentment. The fine was outrageous. He had his own ideas for the money, and this was an uncalled-for deduction. He argued, his voice a strained whisper as he stared at the car. He would get his money back. He always did. He'd have to make up for this, make even more than he had before.

Emotion: greedy

Cluster: Defiance / Spite
PC1 (Valence): 1.44 Positive
PC2 (Disposition): 2.64

Role in Research

This story is one of 1,000 stories generated for the emotion greedy. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 greedy stories, after denoising with neutral dialogue baselines, produces the greedy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the greedy vector is projected through the unembedding matrix.

Promoted:
de1.148
a0.538
an0.510
or0.479
来实现0.464
Suppressed:
S-0.426
想起-0.356
久し-0.355
再次-0.354
причиной-0.342